Natality US profiling report final

Dataset statistics

Number of variables	14
Number of observations	97306
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	1
Duplicate rows (%)	< 0.1%
Total size in memory	5.8 MiB
Average record size in memory	62.0 B

Variable types

Numeric	9
Boolean	4
Categorical	1

Alerts

Dataset has 1 (< 0.1%) duplicate rows	Duplicates
`alcohol_use` is highly overall correlated with `cigarette_use`	High correlation
`cigarette_use` is highly overall correlated with `alcohol_use`	High correlation
`father_age` is highly overall correlated with `mother_age`	High correlation
`mother_age` is highly overall correlated with `father_age`	High correlation
`plurality` is highly imbalanced (89.8%)	Imbalance
`cigarette_use` is highly imbalanced (77.6%)	Imbalance
`alcohol_use` is highly imbalanced (77.2%)	Imbalance
`baby_alive` is highly imbalanced (61.2%)	Imbalance
`ever_born` is highly skewed (γ1 = 71.8577652)	Skewed

Reproduction

Analysis started	2024-07-30 18:05:09.990214
Analysis finished	2024-07-30 18:05:38.922386
Duration	28.93 seconds
Software version	ydata-profiling vv4.9.0
Download configuration	config.json

year
Real number (ℝ)

Distinct	40
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2004.374

Minimum	1969
Maximum	2008
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	380.2 KiB

Quantile statistics

Minimum	1969
5-th percentile	1986
Q1	2005
median	2006
Q3	2007
95-th percentile	2008
Maximum	2008
Range	39
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	7.0675082
Coefficient of variation (CV)	0.0035260427
Kurtosis	10.083389
Mean	2004.374
Median Absolute Deviation (MAD)	1
Skewness	-3.2390583
Sum	1.9503761 × 10⁸
Variance	49.949672
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
2007	23362	24.0%
2008	23176	23.8%
2006	20064	20.6%
2005	19283	19.8%
1997	397	0.4%
2004	386	0.4%
1982	382	0.4%
1996	372	0.4%
1998	372	0.4%
2000	360	0.4%
Other values (30)	9152	9.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1969	309	0.3%
1970	336	0.3%
1971	214	0.2%
1972	199	0.2%
1973	174	0.2%
1974	194	0.2%
1975	195	0.2%
1976	250	0.3%
1977	316	0.3%
1978	299	0.3%

Value	Count	Frequency (%)
2008	23176	23.8%
2007	23362	24.0%
2006	20064	20.6%
2005	19283	19.8%
2004	386	0.4%
2003	324	0.3%
2002	338	0.3%
2001	341	0.4%
2000	360	0.4%
1999	358	0.4%

month
Real number (ℝ)

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.5483526

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	380.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	7
Q3	9
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.4114625
Coefficient of variation (CV)	0.52096499
Kurtosis	-1.18096
Mean	6.5483526
Median Absolute Deviation (MAD)	3
Skewness	-0.02487014
Sum	637194
Variance	11.638076
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
8	8735	9.0%
7	8649	8.9%
9	8329	8.6%
6	8167	8.4%
5	8163	8.4%
3	8133	8.4%
10	8088	8.3%
12	8027	8.2%
1	7867	8.1%
4	7847	8.1%
Other values (2)	15301	15.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	7867	8.1%
2	7464	7.7%
3	8133	8.4%
4	7847	8.1%
5	8163	8.4%
6	8167	8.4%
7	8649	8.9%
8	8735	9.0%
9	8329	8.6%
10	8088	8.3%

Value	Count	Frequency (%)
12	8027	8.2%
11	7837	8.1%
10	8088	8.3%
9	8329	8.6%
8	8735	9.0%
7	8649	8.9%
6	8167	8.4%
5	8163	8.4%
4	7847	8.1%
3	8133	8.4%

is_male
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	95.2 KiB

True	49800
False	47506

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
True	49800	51.2%
False	47506	48.8%

weight_pounds
Real number (ℝ)

Distinct	832
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.3915582

Minimum	1.12
Maximum	16.459999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	380.2 KiB

Quantile statistics

Minimum	1.12
5-th percentile	5.5599999
Q1	6.6900001
median	7.3899999
Q3	8.1099997
95-th percentile	9.1899996
Maximum	16.459999
Range	15.339999
Interquartile range (IQR)	1.4199996

Descriptive statistics

Standard deviation	1.1006789
Coefficient of variation (CV)	0.14891027
Kurtosis	0.77834874
Mean	7.3915582
Median Absolute Deviation (MAD)	0.69999981
Skewness	-0.089740433
Sum	719242.96
Variance	1.211494
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.5	1800	1.8%
7.369999886	1708	1.8%
7.559999943	1706	1.8%
7.25	1684	1.7%
7.190000057	1663	1.7%
7.440000057	1645	1.7%
7.309999943	1626	1.7%
7	1608	1.7%
7.690000057	1570	1.6%
7.630000114	1565	1.6%
Other values (822)	80731	83.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.120000005	1	< 0.1%
1.25	1	< 0.1%
1.289999962	1	< 0.1%
1.5	2	< 0.1%
1.559999943	1	< 0.1%
1.75	1	< 0.1%
1.809999943	1	< 0.1%
1.940000057	1	< 0.1%
2	1	< 0.1%
2.059999943	2	< 0.1%

Value	Count	Frequency (%)
16.45999908	1	< 0.1%
15.63000011	1	< 0.1%
14.36999989	1	< 0.1%
13.75	1	< 0.1%
13.31000042	1	< 0.1%
12.85999966	1	< 0.1%
12.43999958	2	< 0.1%
12.39000034	1	< 0.1%
12.18999958	1	< 0.1%
12.13000011	2	< 0.1%

plurality
Categorical

IMBALANCE

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	760.3 KiB

1.0	95033
2.0	2245
3.0	28

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	291918
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	95033	97.7%
2.0	2245	2.3%
3.0	28	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	95033	97.7%
2.0	2245	2.3%
3.0	28	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
.	97306	33.3%
0	97306	33.3%
1	95033	32.6%
2	2245	0.8%
3	28	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	291918	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
.	97306	33.3%
0	97306	33.3%
1	95033	32.6%
2	2245	0.8%
3	28	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	291918	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
.	97306	33.3%
0	97306	33.3%
1	95033	32.6%
2	2245	0.8%
3	28	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	291918	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
.	97306	33.3%
0	97306	33.3%
1	95033	32.6%
2	2245	0.8%
3	28	< 0.1%

apgar_5min
Real number (ℝ)

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.9202413

Minimum	0
Maximum	10
Zeros	20
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	760.3 KiB

Quantile statistics

Minimum	0
5-th percentile	8
Q1	9
median	9
Q3	9
95-th percentile	10
Maximum	10
Range	10
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.60029276
Coefficient of variation (CV)	0.067295574
Kurtosis	46.005977
Mean	8.9202413
Median Absolute Deviation (MAD)	0
Skewness	-4.8055186
Sum	867993
Variance	0.3603514
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
9	81860	84.1%
8	7639	7.9%
10	5804	6.0%
7	1158	1.2%
6	382	0.4%
5	198	0.2%
4	98	0.1%
3	67	0.1%
1	40	< 0.1%
2	40	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	20	< 0.1%
1	40	< 0.1%
2	40	< 0.1%
3	67	0.1%
4	98	0.1%
5	198	0.2%
6	382	0.4%
7	1158	1.2%
8	7639	7.9%
9	81860	84.1%

Value	Count	Frequency (%)
10	5804	6.0%
9	81860	84.1%
8	7639	7.9%
7	1158	1.2%
6	382	0.4%
5	198	0.2%
4	98	0.1%
3	67	0.1%
2	40	< 0.1%
1	40	< 0.1%

mother_age
Real number (ℝ)

HIGH CORRELATION

Distinct	38
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.73424

Minimum	13
Maximum	50
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	380.2 KiB

Quantile statistics

Minimum	13
5-th percentile	19
Q1	23
median	28
Q3	32
95-th percentile	38
Maximum	50
Range	37
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	5.9244264
Coefficient of variation (CV)	0.21361416
Kurtosis	-0.54868687
Mean	27.73424
Median Absolute Deviation (MAD)	4
Skewness	0.21533498
Sum	2698708
Variance	35.098828
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
26	5878	6.0%
28	5854	6.0%
27	5832	6.0%
29	5680	5.8%
30	5515	5.7%
25	5483	5.6%
24	5384	5.5%
31	5117	5.3%
23	5025	5.2%
22	4801	4.9%
Other values (28)	42737	43.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13	4	< 0.1%
14	57	0.1%
15	234	0.2%
16	645	0.7%
17	1290	1.3%
18	2305	2.4%
19	3365	3.5%
20	4002	4.1%
21	4290	4.4%
22	4801	4.9%

Value	Count	Frequency (%)
50	6	< 0.1%
49	3	< 0.1%
48	4	< 0.1%
47	23	< 0.1%
46	33	< 0.1%
45	62	0.1%
44	114	0.1%
43	251	0.3%
42	402	0.4%
41	612	0.6%

gestation_weeks
Real number (ℝ)

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.917543

Minimum	35
Maximum	43
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	380.2 KiB

Quantile statistics

Minimum	35
5-th percentile	36
Q1	38
median	39
Q3	40
95-th percentile	41
Maximum	43
Range	8
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.5921891
Coefficient of variation (CV)	0.04091186
Kurtosis	0.17076838
Mean	38.917543
Median Absolute Deviation (MAD)	1
Skewness	-0.098785192
Sum	3786910.4
Variance	2.5350659
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
39	26496	27.2%
40	19692	20.2%
38	19406	19.9%
37	9263	9.5%
41	9117	9.4%
36	4504	4.6%
42	3163	3.3%
35	2544	2.6%
43	1563	1.6%
38.95470428	1558	1.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
35	2544	2.6%
36	4504	4.6%
37	9263	9.5%
38	19406	19.9%
38.95470428	1558	1.6%
39	26496	27.2%
40	19692	20.2%
41	9117	9.4%
42	3163	3.3%
43	1563	1.6%

Value	Count	Frequency (%)
43	1563	1.6%
42	3163	3.3%
41	9117	9.4%
40	19692	20.2%
39	26496	27.2%
38.95470428	1558	1.6%
38	19406	19.9%
37	9263	9.5%
36	4504	4.6%
35	2544	2.6%

cigarette_use
Boolean

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	95.2 KiB

False	93792
True	3514

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	93792	96.4%
True	3514	3.6%

alcohol_use
Boolean

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	95.2 KiB

False	93716
True	3590

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	93716	96.3%
True	3590	3.7%

weight_gain_pounds
Real number (ℝ)

Distinct	71
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.834937

Minimum	1
Maximum	70
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	380.2 KiB

Quantile statistics

Minimum	1
5-th percentile	11
Q1	23
median	31
Q3	39.622368
95-th percentile	53
Maximum	70
Range	69
Interquartile range (IQR)	16.622368

Descriptive statistics

Standard deviation	12.359923
Coefficient of variation (CV)	0.38825029
Kurtosis	0.051579259
Mean	31.834937
Median Absolute Deviation (MAD)	8.6223679
Skewness	0.17735706
Sum	3097730.4
Variance	152.76772
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39.62236786	7599	7.8%
30	7211	7.4%
40	4813	4.9%
25	4702	4.8%
20	4637	4.8%
35	4303	4.4%
32	2530	2.6%
28	2353	2.4%
50	2277	2.3%
33	2224	2.3%
Other values (61)	54657	56.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	165	0.2%
2	226	0.2%
3	232	0.2%
4	272	0.3%
5	444	0.5%
6	348	0.4%
7	469	0.5%
8	507	0.5%
9	404	0.4%
10	1297	1.3%

Value	Count	Frequency (%)
70	265	0.3%
69	57	0.1%
68	99	0.1%
67	82	0.1%
66	110	0.1%
65	306	0.3%
64	123	0.1%
63	164	0.2%
62	151	0.2%
61	176	0.2%

ever_born
Real number (ℝ)

SKEWED

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0779089

Minimum	1
Maximum	231
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	380.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	3
95-th percentile	4
Maximum	231
Range	230
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.9043474
Coefficient of variation (CV)	0.91647302
Kurtosis	8582.9336
Mean	2.0779089
Median Absolute Deviation (MAD)	1
Skewness	71.857765
Sum	202193
Variance	3.6265392
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
1	37836	38.9%
2	32574	33.5%
3	16472	16.9%
4	6439	6.6%
5	2266	2.3%
6	879	0.9%
7	407	0.4%
8	342	0.4%
9	26	< 0.1%
10	24	< 0.1%
Other values (6)	41	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	37836	38.9%
2	32574	33.5%
3	16472	16.9%
4	6439	6.6%
5	2266	2.3%
6	879	0.9%
7	407	0.4%
8	342	0.4%
9	26	< 0.1%
10	24	< 0.1%

Value	Count	Frequency (%)
231	4	< 0.1%
15	3	< 0.1%
14	5	< 0.1%
13	4	< 0.1%
12	8	< 0.1%
11	17	< 0.1%
10	24	< 0.1%
9	26	< 0.1%
8	342	0.4%
7	407	0.4%

father_age
Real number (ℝ)

HIGH CORRELATION

Distinct	44
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.266664

Minimum	13
Maximum	56
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	380.2 KiB

Quantile statistics

Minimum	13
5-th percentile	20
Q1	25
median	30
Q3	35
95-th percentile	42
Maximum	56
Range	43
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	6.7621399
Coefficient of variation (CV)	0.22341874
Kurtosis	0.075070611
Mean	30.266664
Median Absolute Deviation (MAD)	5
Skewness	0.4634618
Sum	2945128
Variance	45.726536
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
29	5663	5.8%
28	5549	5.7%
30	5541	5.7%
31	5481	5.6%
27	5319	5.5%
26	5132	5.3%
32	5073	5.2%
33	4754	4.9%
25	4745	4.9%
34	4556	4.7%
Other values (34)	45493	46.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13	1	< 0.1%
14	14	< 0.1%
15	53	0.1%
16	193	0.2%
17	455	0.5%
18	1025	1.1%
19	1692	1.7%
20	2363	2.4%
21	2962	3.0%
22	3577	3.7%

Value	Count	Frequency (%)
56	45	< 0.1%
55	50	0.1%
54	65	0.1%
53	80	0.1%
52	123	0.1%
51	125	0.1%
50	189	0.2%
49	237	0.2%
48	311	0.3%
47	392	0.4%

baby_alive
Boolean

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	95.2 KiB

True	89921
False	7385

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
True	89921	92.4%
False	7385	7.6%

Auto

Heatmap
Table

	alcohol_use	apgar_5min	baby_alive	cigarette_use	ever_born	father_age	gestation_weeks	is_male	month	mother_age	plurality	weight_gain_pounds	weight_pounds	year
alcohol_use	1.000	0.022	0.032	0.989	0.000	0.055	0.021	0.000	0.009	0.072	0.007	0.042	0.067	0.056
apgar_5min	0.022	1.000	0.031	0.022	0.046	-0.000	0.038	0.015	-0.003	-0.010	0.016	-0.002	0.031	-0.083
baby_alive	0.032	0.031	1.000	0.026	0.019	0.057	0.009	0.000	0.006	0.068	0.000	0.051	0.015	0.202
cigarette_use	0.989	0.022	0.026	1.000	0.000	0.056	0.021	0.000	0.008	0.074	0.006	0.043	0.070	0.065
ever_born	0.000	0.046	0.019	0.000	1.000	0.288	-0.101	0.000	0.000	0.335	0.000	-0.134	0.055	-0.013
father_age	0.055	-0.000	0.057	0.056	0.288	1.000	-0.049	0.000	0.003	0.781	0.037	-0.068	0.065	0.050
gestation_weeks	0.021	0.038	0.009	0.021	-0.101	-0.049	1.000	0.030	-0.000	-0.064	0.167	0.046	0.315	-0.023
is_male	0.000	0.015	0.000	0.000	0.000	0.000	0.030	1.000	0.000	0.007	0.005	0.028	0.117	0.000
month	0.009	-0.003	0.006	0.008	0.000	0.003	-0.000	0.000	1.000	0.003	0.000	-0.020	-0.009	-0.002
mother_age	0.072	-0.010	0.068	0.074	0.335	0.781	-0.064	0.007	0.003	1.000	0.050	-0.076	0.083	0.059
plurality	0.007	0.016	0.000	0.006	0.000	0.037	0.167	0.005	0.000	0.050	1.000	0.070	0.217	0.011
weight_gain_pounds	0.042	-0.002	0.051	0.043	-0.134	-0.068	0.046	0.028	-0.020	-0.076	0.070	1.000	0.142	-0.087
weight_pounds	0.067	0.031	0.015	0.070	0.055	0.065	0.315	0.117	-0.009	0.083	0.217	0.142	1.000	-0.020
year	0.056	-0.083	0.202	0.065	-0.013	0.050	-0.023	0.000	-0.002	0.059	0.011	-0.087	-0.020	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	year	month	is_male	weight_pounds	plurality	apgar_5min	mother_age	gestation_weeks	cigarette_use	alcohol_use	weight_gain_pounds	ever_born	father_age	baby_alive
0	2005	2	False	5.37	2.0	8.0	29	38.0	false	false	8.0	10.0	31	True
1	2005	10	True	6.88	1.0	9.0	30	40.0	false	false	25.0	1.0	50	False
2	2005	10	True	6.76	1.0	9.0	19	38.0	false	false	25.0	1.0	24	True
3	2005	10	False	8.69	1.0	9.0	27	39.0	false	false	47.0	1.0	30	True
4	2005	9	False	7.00	1.0	9.0	20	40.0	false	false	42.0	1.0	30	True
5	2005	9	False	8.06	1.0	9.0	35	40.0	false	false	12.0	1.0	41	True
6	2005	2	True	5.18	1.0	8.0	24	36.0	false	false	9.0	1.0	24	True
7	2005	5	False	7.55	1.0	9.0	32	40.0	false	false	30.0	1.0	42	True
8	2005	1	False	5.89	1.0	9.0	30	37.0	false	false	31.0	1.0	35	False
9	2005	11	True	5.00	1.0	9.0	18	37.0	false	false	63.0	1.0	24	False

	year	month	is_male	weight_pounds	plurality	apgar_5min	mother_age	gestation_weeks	cigarette_use	alcohol_use	weight_gain_pounds	ever_born	father_age	baby_alive
97296	1970	2	True	8.38	1.0	9.0	27	38.954704	false	false	39.622368	6.0	22	False
97297	1970	3	False	7.19	1.0	9.0	28	38.954704	false	false	39.622368	5.0	31	False
97298	1970	9	False	6.94	1.0	9.0	23	38.954704	false	false	39.622368	4.0	33	True
97299	1970	6	True	7.50	1.0	9.0	42	38.954704	false	false	39.622368	4.0	47	True
97300	1970	7	True	6.69	1.0	9.0	28	38.954704	false	false	39.622368	7.0	54	True
97301	1971	9	True	8.62	1.0	9.0	20	38.954704	false	false	39.622368	1.0	21	True
97302	1971	11	False	6.38	1.0	9.0	19	38.954704	false	false	39.622368	1.0	21	True
97303	1971	12	False	7.25	1.0	9.0	19	38.954704	false	false	39.622368	1.0	22	True
97304	1971	6	False	6.62	1.0	9.0	20	38.954704	false	false	39.622368	1.0	26	True
97305	1971	5	True	6.44	1.0	9.0	18	38.954704	false	false	39.622368	1.0	20	True

Most frequently occurring

	year	month	is_male	weight_pounds	plurality	apgar_5min	mother_age	gestation_weeks	cigarette_use	alcohol_use	weight_gain_pounds	ever_born	father_age	baby_alive	# duplicates
0	2006	9	False	7.69	1.0	9.0	28	39.0	false	false	30.0	2.0	29	True	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring